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Published on: March 19, 2017
CSGM: A R Package to Conduct a Robust Cross-Sectional Geometric Morphometric Analysis
Brian A Keeling1,2, Alessandro Urciuoli2,3,4,5, Mercedes Conde-Valverde2
1Department of Anthropology, Binghamton University (SUNY), Binghamton, New York, USA.
The CSGM R package analyzes bone cross-section shape and biomechanics. It revealed shape asymmetry in mandibular corpora, impacting bending resistance and breaking strength.
Area of Science:
- * Paleoanthropology and biomechanics.
- * Human functional and evolutionary morphology.
Background:
- * Understanding bone cross-section shape and biomechanical function is crucial for human morphology research.
- * Analyzing complex shape data and biomechanical variables presents significant statistical challenges.
- * Existing methods lack streamlined approaches for hypothesis testing on morphofunctional relationships.
Purpose of the Study:
- * To develop the CSGM R package for statistical hypothesis testing on bone cross-section geometry and shape.
- * To provide interactive visualizations for analyzing morphofunctional relationships.
- * To enable efficient parallel analysis of complex data using a nested hypothesis testing approach.
Main Methods:
- * Development of the CSGM package in R, offering functions for 3D shape analysis and visualization.
- * Implementation of statistical inferential techniques: correlation, covariation, classification, and prediction.
- * Demonstration using datasets from modern human mandibular corpus cross-sections.
Main Results:
- * The CSGM package identified significant shape asymmetry in the mandibular corpus.
- * This asymmetry was found to disproportionately affect bending resistance and breaking strength.
- * The study sample exhibited asymmetric impacts on key biomechanical properties.
Conclusions:
- * The CSGM package provides a robust toolkit for testing morphofunctional relationships.
- * Its nested hypothesis modeling and interactive visualizations aid in interpreting complex data.
- * CSGM facilitates the analysis of intricate relationships between bone shape and function.
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